{"url":"/dataset/psie","name":"PSIE","full_name":null,"description_markdown":"# Post-Spraying Image Evaluation\r\n\r\nThis dataset is for the paper **Deep Learning for Precision Agriculture: Post-Spraying Evaluation and Deposition Estimation** (https://arxiv.org/abs/2409.16213). \r\n\r\nThis dataset is made up of 176 images of trays that contain lettuce, chickweed, and meadowgrass pre- and post-spraying from a spot spraying system.\r\n\r\n## Related research\r\n\r\n| Paper  |  Conference/Journal |\r\n| ------------- |  ------------- |\r\n| [An Agricultural Precision Sprayer Deposit Identification System](https://ieeexplore.ieee.org/document/10260374) |   IEEE International Conference on Automation Science and Engineering (CASE)  |\r\n| [An Automated Precision Spraying Evaluation System](https://link.springer.com/chapter/10.1007/978-3-031-43360-3_3)  |  Towards Autonomous Robotic Systems (TAROS)  |\r\n| [Advancing precision agriculture: domain-specific augmentations and robustness testing for convolutional neural networks in precision spraying evaluation](https://link.springer.com/article/10.1007/s00521-024-10142-0)  |   Neural Computing and Applications  |\r\n\r\n## Data Location\r\nData can be found at: https://drive.google.com/drive/folders/1rGmiyL8uGXRGBJucdhIXFLKVt2Ot6cP5?usp=sharing\r\n\r\n## Authors\r\n\r\nHarry Rogers: [LinkTree](https://linktr.ee/harryrogers)\r\n\r\nTahmina Zebin: [Academic Profile](https://www.brunel.ac.uk/people/tahmina-zebin/research) \r\n\r\nGrzegorz Cielniak: [Academic Profile](https://staff.lincoln.ac.uk/gcielniak)  \r\n\r\nBeatriz De La Iglesia: [Academic Profile](https://research-portal.uea.ac.uk/en/persons/beatriz-de-la-iglesia)  \r\n\r\nBen Magri: [LinkedIn](https://www.linkedin.com/in/ben-magri-307b52a6/)","description_withheld":null,"homepage":"https://github.com/Harry-Rogers/PSIE","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Semantic Segmentation","url":"/task/semantic-segmentation","datasets_with_task":"/datasets/task/semantic-segmentation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["PSIE"],"data_loaders":[],"num_papers_in_archive":0,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}